Pandora uses content based filtering to recommend songs to users. Since the items are songs the features or genes(melody, harmony, rhytm) of the song are described by listening to the songs. Each song is represented as vector in the space of these features. To create a station around the song they compute vector similarities beteween the songs and play them.
-Bharath
